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Exploring the feasibility of parachute recovery systems for catastrophic failures in passenger aircraft 客机灾难性故障降落伞回收系统的可行性探讨
IF 5.8 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2026-02-06 DOI: 10.1016/j.ast.2026.111866
Samandar Khan Afridi , Shakoor Akhtar , Talha Zafar Khan , Mohsin Ali Koondhar , Ibrahim Mahariq , Ezzeddine Touti
This paper investigates the feasibility and effectiveness of a Parachute Recovery System (PRS) as an advanced airframe safety enhancement for commercial aircraft, focusing on the Boeing 777. A mixed-methods approach integrates analytical, order-of-magnitude aerodynamic modeling, expert qualitative assessments, and real-world case studies. Simulation results indicate a generated drag force of approximately 26.4 kN, demonstrating the PRS capability to achieve limited drag contribution under idealized descent assumptions during in-flight emergencies. Evidence from Cirrus SR20 and SR22 aircraft further validates PRS performance, achieving safe, low-impact landings with high survivability rates. However, large-scale implementation poses considerable engineering, financial, and regulatory challenges, including structural reinforcement, deployment reliability, and certification complexity. The cost-benefit analysis suggests that although initial and maintenance costs are significant, they may be offset by long-term safety improvements and reduced insurance liabilities. The study recommends the integration of lightweight composite materials, multi-stage deployment systems, comprehensive testing, and specialized pilot training, alongside collaboration among manufacturers, airlines, and regulatory authorities to streamline certification and operational adoption. The findings highlight the potential of PRS to advance next-generation aviation safety, enhance passenger survivability, and establish new benchmarks in commercial aircraft design and emergency recovery systems.
本文以波音777为研究对象,研究了降落伞回收系统(PRS)作为一种先进的商用飞机机体安全增强系统的可行性和有效性。混合方法方法集成了分析,数量级空气动力学建模,专家定性评估和现实世界的案例研究。仿真结果表明,产生的阻力约为26.4 kN,证明了PRS在飞行紧急情况下理想下降假设下实现有限阻力贡献的能力。来自Cirrus SR20和SR22飞机的证据进一步验证了PRS性能,实现了安全、低冲击、高存活率的着陆。然而,大规模的实现带来了相当大的工程、财务和管理方面的挑战,包括结构加固、部署可靠性和认证复杂性。成本效益分析表明,虽然初始和维护成本很大,但它们可能被长期安全改进和减少保险责任所抵消。该研究建议整合轻型复合材料、多级部署系统、全面测试和专业飞行员培训,以及制造商、航空公司和监管机构之间的合作,以简化认证和运营采用。研究结果强调了PRS在推进下一代航空安全、提高乘客生存能力以及为商用飞机设计和应急恢复系统建立新的基准方面的潜力。
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引用次数: 0
Distributed defending strategies in target-attacker-defender game with applications to cooperative guidance 目标-攻击-防御博弈中的分布式防御策略及其在协同制导中的应用
IF 5.8 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2026-02-06 DOI: 10.1016/j.ast.2026.111852
Jiliang Xie, Kemao Ma
A nonzero-sum Target-Attacker-Defender game is investigated, where the target attempts to evade the attacker, the attacker aims to capture the target while evading the defenders, and the multiple defenders strive to capture the attacker while achieving the cooperation among them. A new class of cost functions segmented by the game times are developed to reflect the objectives of the respective agents. By optimizing these cost functions, the optimal strategies of the agents are derived, forming an equilibrium solution of the differential game. Furthermore, considering the communication interactions between the defenders, distributed defending strategies are derived for the defenders, where each defender’s strategy depends only on its own information and that of its connected neighbors. It is proved that the distributed strategies of the defenders, together with the optimal strategies of the target and the attacker, form an ϵ equilibrium solution of the differential game. The designed strategies are applied to a terminal guidance scenario, where a tactical missile intercepts an actively-defended target. Simulations are conducted to verify the effectiveness of the design.
研究目标-攻击者-防御者非零和博弈,目标试图躲避攻击者,攻击者试图在躲避防御者的同时捕获目标,多个防御者努力在实现合作的同时捕获攻击者。开发了一类新的由博弈时间分割的成本函数,以反映各自代理的目标。通过对这些成本函数进行优化,得出了agent的最优策略,形成了微分对策的均衡解。进一步,考虑防御者之间的通信交互,推导了防御者的分布式防御策略,每个防御者的防御策略仅依赖于自己的信息和连接的邻居的信息。证明了防御方的分布式策略与目标方和攻击方的最优策略构成微分对策的一个平衡点。所设计的策略应用于末制导场景,其中战术导弹拦截主动防御目标。通过仿真验证了该设计的有效性。
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引用次数: 0
Inverse airfoil shape identification using POD-ANN ROMs: A coarse Mesh approach for computational efficiency 使用POD-ANN ROMs的反翼型形状识别:计算效率的粗网格方法
IF 5.8 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2026-02-06 DOI: 10.1016/j.ast.2026.111773
Kapil Aryal , Vivek Nair , Nishith K R Gorla , Sandeep Patil , Brian H. Dennis
This paper compares two non-intrusive reduced-order models for predicting surface-pressure fields in inverse airfoil shape identification with deforming meshes. Proper Orthogonal Decomposition (POD) and feed-forward neural networks map geometric and flow parameters to POD coefficients for rapid field reconstruction. The models are trained on 200 CFD snapshots of steady two-dimensional laminar separated flow (Re=1000) using either coarse or fine meshes to quantify accuracy-cost trade-offs. Results show that the coarse-mesh model achieves accuracy similar to the fine-mesh model while reducing offline training cost by nearly sixfold. Both models exhibit similar robustness in inverse design under noisy targets, and the reduced-order formulation smooths discretization-induced noise in the objective function, improving optimizer convergence.
本文比较了两种非侵入式降阶模型在变形网格反翼型识别中的表面压力场预测。适当的正交分解(POD)和前馈神经网络将几何和流量参数映射到POD系数,以快速重建现场。这些模型是在200个稳定二维层流分离流(Re=1000)的CFD快照上进行训练的,使用粗网格或细网格来量化精度和成本之间的权衡。结果表明,粗网格模型达到了与细网格模型相似的精度,同时将离线训练成本降低了近六倍。两种模型在噪声目标下的反设计中具有相似的鲁棒性,并且降阶公式平滑了目标函数中离散化引起的噪声,提高了优化器的收敛性。
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引用次数: 0
Aerodynamic optimization strategy and experimental study on short inlet in crosswind conditions using decoupled intuitive class shape transformation curves 基于解耦直观类形变换曲线的侧风短进气道气动优化策略及实验研究
IF 5.8 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2026-02-05 DOI: 10.1016/j.ast.2026.111857
Xintao Zhang , Gang Sun , Lijuan Feng , Yongfeng Jin , Anran Ju
With the increasing diameter of high-bypass-ratio turbofan nacelles, reducing nacelle weight has become a critical design objective. Shortening the inlet length is an effective approach to achieve this goal but poses challenges under crosswind conditions due to flow separation and distortion risks. This study investigates the aerodynamic characteristics and optimization of short inlets subjected to crosswind. A distortion mechanism is revealed, showing that the coupling between the unsteady ground vortex and the diffuser flow is the key cause of flow instability and pressure distortion. Based on steady-state computational fluid dynamics analysis, a wall-velocity-based criterion is proposed for rapid engineering assessment of separation. A decoupled intuitive class shape transformation (DiCST) parameterization method is developed to independently control the fore-body and aft-body of the inlet, enhancing local shaping flexibility. Furthermore, a multi-objective optimization framework combining support vector machines with a genetic algorithm is established, transforming distortion evaluation into a flow-separation classification problem. The optimized short inlet achieves a length reduction of approximately 0.05 times the engine diameter in average while maintaining distortion within acceptable limits. Wind tunnel tests confirm that the optimized configuration suppresses flow separation effectively under crosswind conditions, validating the proposed design methodology.
随着大涵道比涡扇发动机短舱直径的不断增大,减轻短舱重量已成为发动机设计的重要目标。缩短进气道长度是实现这一目标的有效方法,但在侧风条件下,由于气流分离和畸变风险,这一方法面临挑战。研究了短进气道在侧风作用下的气动特性及其优化。揭示了非定常地面涡与扩压器流动之间的耦合是造成流动不稳定和压力畸变的主要原因。基于稳态计算流体动力学分析,提出了一种基于壁面速度的分离快速工程评价准则。提出了一种解耦直观类形状变换(DiCST)参数化方法,实现了进气道前后体的独立控制,提高了进气道局部成形的灵活性。在此基础上,建立了支持向量机与遗传算法相结合的多目标优化框架,将变形评价问题转化为流分离分类问题。优化后的短进气道长度平均减少约为发动机直径的0.05倍,同时将畸变保持在可接受的范围内。风洞试验证实,优化后的结构有效地抑制了侧风条件下的流动分离,验证了所提出的设计方法。
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引用次数: 0
Design and implementation of real-time dihedral angle control for enhanced flight stability of quadrotor UAV 提高四旋翼无人机飞行稳定性的实时二面角控制设计与实现
IF 5.8 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2026-02-05 DOI: 10.1016/j.ast.2026.111844
Nihat Çabuk
This study presents a real-time geometry-aware control strategy and its experimental validation for quadrotor UAVs equipped with actively adjustable dihedral angles. By integrating a cascaded PID control architecture with dynamic dihedral modulation, the system adapts its aerodynamic configuration during flight to enhance stability and responsiveness. Unlike conventional fixed-geometry multirotors, this platform enables geometric tuning in flight via a centralized actuation mechanism. Nonlinear simulations and autonomous flight tests were conducted for five different dihedral configurations (γ=7,3.5,0,+3.5,+7) under identical flight scenarios, including takeoff, hover and landing. Performance metrics such as altitude accuracy, attitude stability (roll, pitch, yaw), and structural vibration levels were analyzed. The findings validate the feasibility and effectiveness of geometry-aware control for multirotor systems. In addition, this work introduces a novel class of UAVs capable of real-time structural reconfiguration, enabling adaptation to changing flight conditions, payload variations, or mission profiles.
针对主动可调二面角四旋翼无人机,提出了一种实时几何感知控制策略并进行了实验验证。通过将级联PID控制体系结构与动态二面体调制相结合,系统在飞行过程中调整其气动结构,以提高稳定性和响应性。与传统的固定几何多旋翼不同,该平台可以通过集中驱动机构在飞行中进行几何调谐。在相同的飞行场景下,对五种不同的二面体构型(γ= - 7°、- 3.5°、0°、+3.5°、+7°)进行了非线性模拟和自主飞行试验,包括起飞、悬停和降落。性能指标,如高度精度,姿态稳定性(滚转,俯仰,偏航)和结构振动水平进行了分析。研究结果验证了多旋翼系统几何感知控制的可行性和有效性。此外,这项工作还介绍了一种新型无人机,能够实时结构重构,能够适应不断变化的飞行条件、有效载荷变化或任务剖面。
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引用次数: 0
Correlation between aerodynamic forces and vortex dynamics of a NACA0012 wing section in compressible dynamic stall via IDDES NACA0012可压缩动态失速时翼段气动力与涡旋动力学的相关性
IF 5.8 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2026-02-05 DOI: 10.1016/j.ast.2026.111843
Dechuan Ma, Gaohua Li, Jiahao Liu, Can Liu, Fuxin Wang
Dynamic stall on helicopter retreating blades involves complex flow phenomena, particularly with the emergence of local supersonic regions and shock waves. This study investigates the force generation mechanisms of a pitching NACA0012 wing section in dynamic stall using improved delayed detached eddy simulations (IDDES). At a moderate Reynolds number of Rec=500,000 and reduced frequencies k=0.15 and 0.25, the compressibility effects are examined by varying the freestream Mach number (M=0.1, 0.3, and 0.5). An extended force partitioning method (E-FPM) is proposed to establish a direct linkage between flow fields and aerodynamic forces in compressible flows. In all cases, the majority of force production is attributed to the second Galilean invariant of the velocity gradient tensor, while the remainder arises from nonzero velocity divergence and density fluctuations due to compressibility. Prior to stall onset, leading-edge suction dominates lift and drag production, and turbulent separation vortices (TSVs) also have a positive contribution. As M increases, the leading-edge stagnation point moves upstream. The insufficient flow acceleration reduces fluid stretching and strain around the high-curvature leading edge, causing a loss in lift when M reaches 0.5. Upon stall onset, the dynamic stall vortex (DSV) becomes the main force contributor. At higher M, the DSV forms earlier due to advanced stall onset, which leads to earlier drag divergence and increased drag. However, the DSV also sheds earlier and weakens with enhanced compressibility. The reduced vorticity and increased density fluctuations within the vortex core region of the DSV result in lower peak lift and drag. With the DSV shedding, its positive contribution from the vortex core region diminishes without vorticity feed. The negative contribution from the vortex-induced stretching and strain becomes dominant and leads to lift stall. This work provides new insights into compressible dynamic stall physics and demonstrates the E-FPM’s effectiveness in identifying the physical origins of aerodynamic forces in such compressible, vortex-dominated flows.
直升机退叶动态失速涉及复杂的流动现象,特别是局部超声速区和激波的出现。利用改进的延迟分离涡模拟(IDDES)研究了NACA0012飞机俯仰机翼在动态失速下的受力机制。在中等雷诺数Rec=50万、降频k=0.15和0.25时,通过改变自由流马赫数(M∞=0.1、0.3和0.5)来检验可压缩性效应。为了建立可压缩流场与气动力之间的直接联系,提出了一种扩展的力分配方法(E-FPM)。在所有情况下,大部分力的产生都归因于速度梯度张量的第二个伽利略不变量,而其余的力来自非零速度散度和由于可压缩性引起的密度波动。在失速开始之前,前缘吸力主导升力和阻力产生,湍流分离涡(tsv)也有积极的贡献。随着M∞的增大,前缘驻点向上游移动。流动加速度不足,降低了流体在高曲率前缘附近的拉伸和应变,当M∞达到0.5时,造成升力损失。在失速开始时,动态失速涡(DSV)成为主要的动力来源。在较高M∞时,由于失速发生提前,DSV形成时间提前,导致阻力发散时间提前,阻力增大。然而,随着可压缩性的增强,DSV也会更早地脱落和减弱。DSV涡核区涡度减小,密度波动增大,峰值升力和阻力减小。随着DSV的脱落,在没有涡度馈入的情况下,涡核区的正贡献减小。涡致拉伸和应变的负贡献占主导地位,导致升力失速。这项工作为可压缩动态失速物理提供了新的见解,并证明了E-FPM在识别可压缩涡旋主导流中气动力的物理来源方面的有效性。
{"title":"Correlation between aerodynamic forces and vortex dynamics of a NACA0012 wing section in compressible dynamic stall via IDDES","authors":"Dechuan Ma,&nbsp;Gaohua Li,&nbsp;Jiahao Liu,&nbsp;Can Liu,&nbsp;Fuxin Wang","doi":"10.1016/j.ast.2026.111843","DOIUrl":"10.1016/j.ast.2026.111843","url":null,"abstract":"<div><div>Dynamic stall on helicopter retreating blades involves complex flow phenomena, particularly with the emergence of local supersonic regions and shock waves. This study investigates the force generation mechanisms of a pitching NACA0012 wing section in dynamic stall using improved delayed detached eddy simulations (IDDES). At a moderate Reynolds number of <span><math><mrow><mi>R</mi><msub><mi>e</mi><mi>c</mi></msub><mo>=</mo><mn>500</mn><mo>,</mo><mn>000</mn></mrow></math></span> and reduced frequencies <span><math><mrow><mi>k</mi><mo>=</mo><mn>0.15</mn></mrow></math></span> and 0.25, the compressibility effects are examined by varying the freestream Mach number (<span><math><mrow><msub><mi>M</mi><mi>∞</mi></msub><mo>=</mo><mn>0.1</mn></mrow></math></span>, 0.3, and 0.5). An extended force partitioning method (E-FPM) is proposed to establish a direct linkage between flow fields and aerodynamic forces in compressible flows. In all cases, the majority of force production is attributed to the second Galilean invariant of the velocity gradient tensor, while the remainder arises from nonzero velocity divergence and density fluctuations due to compressibility. Prior to stall onset, leading-edge suction dominates lift and drag production, and turbulent separation vortices (TSVs) also have a positive contribution. As <em>M</em><sub>∞</sub> increases, the leading-edge stagnation point moves upstream. The insufficient flow acceleration reduces fluid stretching and strain around the high-curvature leading edge, causing a loss in lift when <em>M</em><sub>∞</sub> reaches 0.5. Upon stall onset, the dynamic stall vortex (DSV) becomes the main force contributor. At higher <em>M</em><sub>∞</sub>, the DSV forms earlier due to advanced stall onset, which leads to earlier drag divergence and increased drag. However, the DSV also sheds earlier and weakens with enhanced compressibility. The reduced vorticity and increased density fluctuations within the vortex core region of the DSV result in lower peak lift and drag. With the DSV shedding, its positive contribution from the vortex core region diminishes without vorticity feed. The negative contribution from the vortex-induced stretching and strain becomes dominant and leads to lift stall. This work provides new insights into compressible dynamic stall physics and demonstrates the E-FPM’s effectiveness in identifying the physical origins of aerodynamic forces in such compressible, vortex-dominated flows.</div></div>","PeriodicalId":50955,"journal":{"name":"Aerospace Science and Technology","volume":"173 ","pages":"Article 111843"},"PeriodicalIF":5.8,"publicationDate":"2026-02-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146134810","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
State estimation and system model correction of aero-engines under multi-source uncertainty: A hierarchical variational inference approach 多源不确定性下航空发动机状态估计与系统模型修正:一种层次变分推理方法
IF 5.8 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2026-02-05 DOI: 10.1016/j.ast.2026.111863
Jintao Hu , Min Chen , Jiyuan Zhang , Yihao Xu , Hailong Tang
Accurate state estimation is critical for performance optimization and reliability enhancement in modern turbine systems. Although traditional filtering methods have demonstrated strong performance in various applications, their effectiveness is limited in the presence of component performance dispersion, high-dimensional system dynamics, performance degradation and uncertain control inputs. This study proposes a variational inference-based state estimation framework for aero-engine systems to address challenges arising from multi-source uncertainty. Under the assumption of a known state-space model, a loss function based on the stochastic variational lower bound is constructed to enable joint optimization of state variables and model parameters. This allows for precise inference of component health states and reliable identification of fault-related features. In cases where the aero-engine system model is partially or completely unknown, a hierarchical variational framework is further introduced, incorporating stochastic differential equations to simultaneously infer system states and uncover underlying control dynamics. Simulation results demonstrate that the proposed method consistently outperforms traditional filtering algorithms under varying noise levels and model uncertainties. It effectively distinguishes between modeling errors and actual performance deviations of engine components, leading to improved diagnostic accuracy and robustness.
准确的状态估计是现代汽轮机系统性能优化和可靠性提高的关键。虽然传统的滤波方法在各种应用中表现出强大的性能,但在存在组件性能分散、高维系统动力学、性能退化和不确定控制输入的情况下,其有效性受到限制。本文提出了一种基于变分推理的航空发动机系统状态估计框架,以解决多源不确定性带来的挑战。在已知状态空间模型的前提下,构造了基于随机变分下界的损失函数,实现了状态变量和模型参数的联合优化。这允许对组件运行状况进行精确推断,并可靠地识别与故障相关的特征。在航空发动机系统模型部分或完全未知的情况下,进一步引入分层变分框架,结合随机微分方程同时推断系统状态并揭示潜在的控制动力学。仿真结果表明,在不同噪声水平和模型不确定性的情况下,该方法始终优于传统滤波算法。它有效地区分了建模误差和发动机部件的实际性能偏差,从而提高了诊断的准确性和鲁棒性。
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引用次数: 0
Experimental investigation of pulsed fluidic thrust vectoring in a Mach 1.6 axisymmetric jet using transverse air injection for enhanced vectoring efficiency 1.6马赫轴对称射流中脉冲射流推力矢量的横向喷射实验研究
IF 5.8 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2026-02-05 DOI: 10.1016/j.ast.2026.111860
Ayushmaan Singh
This study experimentally investigates fluidic thrust vectoring (FTV) in a Mach 1.6 axisymmetric jet using pulsed transverse air injection located 3.57 mm upstream of the nozzle exit. The influence of actuation frequency, duty cycle, and momentum ratio on jet deflection and vectoring efficiency is systematically examined, with direct comparison between steady and pulsed injection modes. Experiments were conducted using a precision-machined converging–diverging nozzle, employing wall-pressure measurements, total-pressure rake diagnostics, and Schlieren visualisation. Results show that pulsed injection consistently achieves higher mass-specific vectoring efficiency than steady injection at identical supply pressures, producing comparable jet deflection with reduced secondary mass flow. Maximum efficiency is observed at low duty cycles (20–25%) and forcing frequencies near 200 Hz. Numerical characterisation using a convective timescale and corresponding Strouhal number indicates that this frequency range aligns with dominant supersonic shear-layer instability modes. Analytical scaling relations and symbolic manipulation reveal a nonlinear dependence of vectoring efficiency on duty cycle and frequency, explaining the observed transition between efficient unsteady forcing and quasi-steady behaviour. Schlieren images confirm periodic bow-shock oscillations and transient asymmetry under pulsed actuation, demonstrating the effectiveness of unsteady fluidic control for supersonic jet vectoring.
实验研究了1.6马赫轴对称射流中射流推力矢量(FTV)的特性,该射流采用脉冲横向喷气,喷气位置位于喷管出口上游3.57 mm处。系统地研究了驱动频率、占空比和动量比对射流偏转和矢量效率的影响,并直接比较了稳态和脉冲喷射模式。实验使用精密加工的会聚-发散喷嘴进行,采用壁压测量、总压偏差诊断和纹影可视化。结果表明,在相同的供应压力下,脉冲喷射始终比稳定喷射获得更高的质量比矢量效率,在减少二次质量流量的情况下产生相当的射流偏转。在低占空比(20-25%)和强迫频率接近200hz时观察到最高效率。使用对流时间尺度和相应的Strouhal数的数值表征表明,该频率范围与主要的超音速剪切层不稳定模式一致。解析标度关系和符号操作揭示了矢量效率对占空比和频率的非线性依赖,解释了观察到的有效非定常强迫和准稳态行为之间的转变。纹影图像证实了脉冲驱动下的周期性弓形激波振荡和瞬态不对称性,证明了非定常流控在超音速射流矢量控制中的有效性。
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引用次数: 0
Mechanisms of particle deposition around film cooling holes on nozzle guide vanes in aero-engines 航空发动机喷管导叶冷却孔周围颗粒沉积机理
IF 5.8 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2026-02-05 DOI: 10.1016/j.ast.2026.111861
Xiaohu Chen , Ziheng Hong , Mingtao Zang , Ziyu Jia , Lianfeng Yang , Yanhua Wang , Zhongyi Wang , Yuzhang Wang
To address the challenge of predicting particle deposition characteristics on high-temperature air-cooled turbine in aero-engines, this work develops a high-temperature particle collision and deposition criterion based on the Weber number of molten particles. The effects of film cooling blowing ratio, hole geometry, particle diameter, and thermal barrier coatings (TBCs) on particle deposition behavior near film cooling holes are analyzed. The proposed model accurately predicts particle transport and deposition under large thermal gradients within air-cooled turbine cascade passages across a wide temperature range. Results show that particles are mainly deposited at the exits of the film cooling holes, in the leading-edge stagnation regions, and between the downstream cooling zones, forming pronounced internal blockage, horseshoe-shaped accumulation region, and ridge-like deposition band, respectively. With increasing blowing ratio, both deposition efficiency and deposition rate decrease nonlinearly, and the downstream ridge-like deposition becomes more prominent. When the blowing ratio increases from M = 0.5 to M = 3, particle deposition efficiency decreases by approximately 67 %. Compared with cylindrical holes, fan-shaped holes reduce total particle deposition by 5 %-42 % and suppress the downstream ridge deposition pattern, but increase deposition inside the holes. Applying TBCs increases the overall particle deposition rate by 14 %-27 %, enhances surface deposition, and accentuates the downstream ridge-like deposition structures. The particle diffusion deposition mechanism (St < 0.1), particle diffusion-collision deposition mechanism (0.1 < St < 1), and particle inertial buffering deposition mechanism (St > 1) are the main causes of the aforementioned deposition characteristics. Different blowing ratios, hole geometries, and TBCs all change the spatial scale and intensity of the counter-rotating vortex pairs, which dominate the two basic transport physics of particle ejection and entrainment, thereby determining the particle deposition characteristics. This study provides theoretical insights and quantitative data to support an understanding of particle deposition, film hole blockage, cooling performance degradation, TBCs failure, and blade erosion in turbine environments.
为了解决预测航空发动机高温气冷涡轮颗粒沉积特性的挑战,本文基于熔融颗粒韦伯数建立了高温颗粒碰撞和沉积准则。分析了气膜冷却吹气比、孔几何形状、颗粒直径和热障涂层对气膜冷却孔附近颗粒沉积行为的影响。该模型准确地预测了风冷涡轮叶栅通道在大温度梯度下的颗粒输运和沉积。结果表明:颗粒主要沉积在气膜冷却孔出口处、前缘停滞区和下游冷却区之间,分别形成明显的内部堵塞、马蹄形堆积区和脊状沉积带;随着吹气比的增大,沉积效率和沉积速率均呈非线性降低,下游脊状沉积更加突出。当吹气比从M = 0.5增加到M = 3时,颗粒沉积效率降低约67%。与圆柱形孔相比,扇形孔使颗粒沉积总量减少5% ~ 42%,抑制了下游脊状沉积模式,但增加了孔内沉积。tbc的应用使颗粒沉积速率提高了14% - 27%,增强了表面沉积,并突出了下游脊状沉积结构。粒子扩散沉积机制(St < 0.1)、粒子扩散-碰撞沉积机制(0.1 < St < 1)和粒子惯性缓冲沉积机制(St > 1)是形成上述沉积特征的主要原因。不同的吹气比、孔洞几何形状和TBCs都改变了对旋涡对的空间尺度和强度,而对旋涡对主导着颗粒喷射和夹带两种基本输运物理,从而决定了颗粒沉积特征。该研究提供了理论见解和定量数据,以支持对涡轮环境中颗粒沉积、膜孔堵塞、冷却性能下降、tbc故障和叶片侵蚀的理解。
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引用次数: 0
Novel partial least squares-based multi-level multi-fidelity polynomial chaos-Kriging for high-dimensional surrogate and optimization of natural laminar flow shape 基于偏最小二乘的多层次多保真多项式混沌kriging高维代理及自然层流形状优化
IF 5.8 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2026-02-05 DOI: 10.1016/j.ast.2026.111827
Yujie Gan , Huan Zhao , Zhengang Zhang , Keyao Gan
Natural laminar flow (NLF) design offers significant potential for reducing aerodynamic drag in green aviation to reduce fuel consumption, emissions, and noise. However, as the Mach number increases, it’s difficult for the current aerodynamic optimization method to balance maintaining an extended laminar flow region and weakening shockwaves for a lower drag coefficient, due to the multimodal characteristic of NLF design. Surrogate-based optimization is a promising solution meeting this requirement, but it encounters the serious curse of dimensionality, hindering its application for complex NLF design. To resolve this issue, a novel Partial Least Squares-based multi-level multi-fidelity sparse polynomial chaos-kriging (PLS-MLMF-PCK) surrogate model-assisted global optimization method for high-dimensional NLF design is proposed. PLS-MLMF-PCK enables more rapid and accurate prediction for high-dimensional problems by introducing PLS to modify the model’s kernel function of each level of fidelity in MLMF-PCK. This method selects the effective dimensionality for hyperparameters and builds the new kernel function in the covariance matrix to enhance the ability of creating the optimal MLMF-PCK. Further, a PLS-MLMF-PCK-assisted global optimization method with an adaptive multi-fidelity in-filling criterion is proposed. Results show that the new PLS-MLMF-PCK reduces computational costs by 60–95 % while improving prediction accuracy by 40–75 % in high-dimensional scenarios compared to the original MLMF-PCK. Further, it is validated that the advantages of this method scale with problem dimensionality, demonstrating robust performance for designs involving more than fifty variables. More importantly, the proposed method effectively alleviates dimensionality challenges and avoids getting stuck in a local optimum in high-dimensional global optimization for NLF or aerodynamic/multidisciplinary design.
在绿色航空领域,自然层流(NLF)设计为减少气动阻力提供了巨大的潜力,从而降低了燃油消耗、排放和噪音。然而,随着马赫数的增加,由于NLF设计的多模态特性,目前的气动优化方法很难在保持扩大层流区域和减弱激波以获得较低阻力系数之间取得平衡。基于代理的优化是一种很有前途的解决方案,但它遇到了严重的维数问题,阻碍了其在复杂NLF设计中的应用。为了解决这一问题,提出了一种基于偏最小二乘的多保真稀疏多项式混沌克里金(PLS-MLMF-PCK)代理模型辅助的高维NLF全局优化方法。PLS-MLMF-PCK通过引入PLS来修改MLMF-PCK中每个保真度级别的模型核函数,从而能够更快速和准确地预测高维问题。该方法选取超参数的有效维数,并在协方差矩阵中构造新的核函数,增强了创建最优MLMF-PCK的能力。在此基础上,提出了一种pls - mlmf - pck辅助的自适应多保真度填充准则全局优化方法。结果表明,与原来的MLMF-PCK相比,新的PLS-MLMF-PCK在高维场景下的计算成本降低了60 - 95%,预测精度提高了40 - 75%。此外,验证了该方法的优势随问题维度的增加而增加,在涉及超过50个变量的设计中表现出稳健的性能。更重要的是,该方法有效地缓解了NLF或气动/多学科设计高维全局优化中的维数挑战,避免了陷入局部最优。
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Aerospace Science and Technology
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